当前位置:首页 > Strategy Backtesting > 【algorithmic digital asset trading bot for quantitative researchers】 正文
【algorithmic digital asset trading bot for quantitative researchers】
时间:2026-04-04 10:50:33 来源:Secure Chain Insights Center
Bitcoin’s reputation has historically been built on algorithmic digital asset trading bot for quantitative researchersextreme boom-and-bust cycles, with steep drawdowns of up to 90% following all-time highs.\n\nThis cycle, however, the decline has been closer to 50%, a shift that analysts said reflects the maturation of BTC as an asset class.\n\n“Bitcoin’s drawdowns compressing to about 50% is a sign of a maturing market structure,” AdLunam co-founder and market analyst Jason Fernandes told CoinDesk.\n\n“As liquidity deepens and institutional participation increases, volatility naturally compresses on both the upside and the downside,” he added, saying that “at that point, the narrative shifts from questioning its legitimacy to optimizing allocation.”\n\nFernandes' comments are in response to an X post Tuesday by Fidelity Digital Assets , in which analyst Zack Wainwright noted growth is becoming “less impulsive,” with a reduced probability of extreme downside events as bitcoin matures.\n\nWainwright pointed out that the current drawdown from the Oct. 6 all-time-high of just over $126,200 is much less significant than previous pullbacks.\n\n“Each cycle has been less dramatic to the upside than the previous and downside risk has also been less dramatic,” he said.\n\nFernandes and Wainwright, of course, were referring to previous "bust" periods, most notably following the peaks of 2013 and 2017.\n\nAfter reaching a high of approximately $1,163 in late 2013, bitcoin entered a prolonged "crypto winter" that saw its price plummet to around $152 by January 2015, representing a drawdown of roughly 87%. A similar pattern was seen after the 2017 bull run, when it reached $20,000 in December before plummeting roughly 84% to $3,122 over the following 12 months.\n\nNot all analysts agree that deeper drawdowns are off the table.\n\nBloomberg Intelligence’s Mike McGlone told CoinDesk that he believes bitcoin could still see a “normal reversion” toward $10,000, arguing that “the crypto bubble is over” and that any downturn could coincide with broader declines across equities, commodities and other risk assets.\n\nHowever, Fernandes, who has previously dissented with McGlone’s $10,000 forecast, said that scale itself is part of the story. As bitcoin grows into a larger asset class, the likelihood of 90% collapses diminishes simply because the capital required to drive such moves is too great. That effect is reinforced by institutional integration, from ETFs to pension exposure, which makes large-scale unwinds structurally harder.\n\nThe shift is already showing up in portfolio construction.\n\n“The portfolio data is really what shifts institutional behavior,” Fernandes said. “If a small 1% to 3% allocation can materially improve returns and Sharpe ratios without significantly increasing drawdowns, then bitcoin starts to function less like a standalone bet and more like an efficiency enhancer within a diversified portfolio.”\n\nThat framing changes the risk calculus. “The risk isn’t about owning bitcoin anymore,” Fernandes stated. “It’s the opportunity cost of having no exposure at all.”\n\nRecent Fidelity research supports that transition. In a 10-year comparison across major asset classes, bitcoin delivered roughly 20,000% returns, significantly outperforming equities, gold, and bonds, while also leading on risk-adjusted measures despite its volatility.\n\n“Bitcoin remains a relatively young asset, yet it has quickly matured into a major asset class and has been the top-performing asset in 11 out of the past 15 years,” the report noted.\n\nAt the same time, the tradeoff is becoming clearer.\n\n“There’s a tradeoff here that’s worth articulating,” Fernandes said. “As bitcoin matures and volatility compresses, you should also expect returns to normalize. The asymmetric upside of the early cycles came with extreme drawdowns, but as those drawdowns shrink, the asset increasingly behaves like a macro allocation rather than a venture-style bet.”\n\nThat brings it back to the drawdowns.\n\nIf bitcoin is no longer falling 80%, and portfolios can benefit from small allocations without materially increasing risk, then the asset is evolving into something more investible and usable, Fernandes said, concluding that for institutions, that may be the real inflection point.\n\nCORRECTION (April 2, 09:46 UTC): Correct to note X post was by Fidelity Assets.
-
Brazil's B3 exchange to offer bitcoin-linked 'event contracts' for the ultra-richBeginner guide to Webhook TradingHow Bot Performance improves daily trading workflows 916How to evaluate a platform for Strategy Optimization 134Brazil's B3 exchange to offer bitcoin-linked 'event contracts' for the ultra-richCommon mistakes to avoid with Bot Performance 716What traders should know about Strategy Optimization 414What traders should know about Trading Dashboard 528Cango raises capital as it faces NYSE delisting risk with shares below $1How to evaluate a platform for Strategy Backtesting
上一篇:The bitcoin treasury boom is unwinding as some companies and governments sell holdings
下一篇:OpenAI raises a record $122 billion as revenue crosses $2 billion per month
下一篇:OpenAI raises a record $122 billion as revenue crosses $2 billion per month
相关内容
- ·Crypto rebounds as oil dips on Trump comments, but derivatives signal weak conviction
- ·Why Mobile Trading App matters in volatile markets 679
- ·Advanced insights into Quantitative Trading 303
- ·Why more users are adopting Trading Dashboard 788
- ·Cango raises capital as it faces NYSE delisting risk with shares below $1
- ·How Bot Performance improves daily trading workflows 276
- ·Key benefits of Multi Exchange Trading for modern traders 186
- ·How to evaluate a platform for Portfolio Automation 865
- ·Franklin Templeton launches crypto division with 250 Digital acquisition
- ·How Futures Trading improves daily trading workflows 790
- ·Advanced insights into Execution Speed 978
- ·Beginner guide to Webhook Trading 680
- ·CoinDesk 20 performance update: Avalanche (AVAX) gains 4% as index moves higher
- ·What makes a strong solution for Multi Exchange Trading 226
- ·How Risk Management improves daily trading workflows 184
- ·How Risk Management supports long term strategy development 524
最新内容
- ·Beyond T-bills: OpenEden introduces tokenized high-yield corporate bond
- ·How to evaluate a platform for Trading Dashboard 728
- ·Advanced insights into Algorithmic Trading 612
- ·Beginner guide to Webhook Trading 840
- ·Solana DeFi platform Drift confirms 'active attack' as $200M+ leaves platform
- ·Key benefits of Trade Automation for modern traders 95
- ·How to evaluate a platform for Spot Trading 751
- ·Beginner guide to Strategy Backtesting 142
- ·Brazil's B3 exchange to offer bitcoin-linked 'event contracts' for the ultra-rich
- ·How Market Analysis improves daily trading workflows 653
推荐内容
- ·CoinDesk 20 performance update: Avalanche (AVAX) gains 4% as index moves higher
- ·Crypto markets tumble as oil surges and traders pile into bearish bets: Crypto Markets Today
- ·Galaxy Digital's testnet suffers hack but no client funds or information were compromised
- ·Crypto consolidates as volatility cools and futures markets tilt bearish
热点内容
- ·Beyond T-bills: OpenEden introduces tokenized high-yield corporate bond
- ·How Futures Trading supports long term strategy development 890
- ·How Market Analysis improves daily trading workflows 173
- ·Why more users are adopting Spot Trading 571
- ·Franklin Templeton launches crypto division with 250 Digital acquisition
- ·How to evaluate a platform for Strategy Optimization 454
- ·How Futures Trading supports long term strategy development 490
- ·Key benefits of Execution Speed for modern traders 918
- ·Franklin Templeton launches crypto division with 250 Digital acquisition
- ·Why Automated Crypto Trading matters in volatile markets 141
